What sourcing buyers ask AI assistants before choosing a manufacturer

Sourcing buyers ask whether anybody can make a specific thing to a specific standard at a specific volume, and what it should cost. They are building a shortlist, not admiring companies, so every question is a filter and every vague page is eliminated without a conversation.

The companion page on how a manufacturing company gets recommended by AI covers what to publish. This page is the question list.

The questions, in the words buyers use

Can it be made

• "Manufacturer for this part in this material at this annual volume"
• "Can anybody hold this tolerance on this process at this volume"
• "Which process is cheaper for this part at this quantity"
• "Can this be made without tooling for a first batch"

Quantity and money

• "Realistic minimum order quantity for this process"
• "What should this part cost, and what drives the price"
• "How much does tooling cost and who owns it"
• "What payment terms and advance are normal for a new supplier"

Compliance

• "Which certification does my supplier need for this application"
• "Does this product need a standards licence to be sold in India"
• "Supplier who can give a local content declaration for a government tender"
• "What inspection documents should I ask for with each batch"

Risk

• "How do I audit or qualify a new supplier"
• "What goes wrong when outsourcing this, and how do I protect the design"
• "How long does the first batch take from drawing to delivery"
• "What happens if the batch fails inspection"

What a good answer looks like

For can it be made, a process page with the size envelope, the material list, the routine tolerance band and the volume band. A buyer matches their part against those four facts in under a minute.

For quantity and money, the minimum order by process, and the price structure rather than a price: material, process time, tooling, finishing, inspection and packing, with the volume breaks explained. Then tooling terms: the lead time, the ownership, whether it is amortised, and what happens to it at the end of the relationship.

For compliance, name the standard and the scheme. If your product category requires a standards licence or a registration before it can be sold, say so and publish yours. If a buyer needs a declaration for a public tender, say whether you can issue it and what your local content position is based on.

For risk, two pages nobody writes. One on how to qualify a supplier in your sector, including what to ask you and what to inspect. One on what happens when a batch fails: who inspects, who decides, who pays for rework or scrap, and how the schedule recovers. Buyers look for the second one deliberately, because it is the part that has hurt them before.

Where you are probably missing

• No numbers anywhere, only a description of quality and commitment.
• No minimum order quantity, which is the first filter a buyer applies.
• Certificates as logos without scope, number or validity.
• Nothing on tooling ownership, which is the most consequential commercial term in your trade.
• No process pages, only a single capability page that matches no specific query.
• No inspection document list, although every serious buyer asks for one.
• Nothing about what you do not do, which is what makes the rest believable.

A worked example: how to specify a part so you get a useful quote

This page reduces your own wasted quoting time, demonstrates competence more convincingly than any claim about quality, and answers a question thousands of buyers type every month.

List what a quotable enquiry contains. A drawing or a model with dimensions and tolerances, and a note saying which tolerances are critical. The material grade, not the material family, and any acceptable alternatives. The finishing requirement, named to a standard where one exists. The annual volume and the batch size, because those two numbers change the process choice and the price more than anything else. The first delivery date and whether it is firm. The inspection standard and the documents required with each batch. The packing requirement and the destination, because packing and freight are real costs that get forgotten. Whether tooling exists already and who owns it. Any regulatory requirement the finished product must satisfy.

Then explain what happens when each item is missing. Without critical tolerances marked, a supplier prices every dimension tightly and the quote comes back high. Without the batch size, the price assumes the worst case setup frequency. Without the packing and destination, the quote excludes a cost the buyer later argues about. Those sentences are the ones a buyer remembers.

Finish with the enquiry checklist as a short list they can copy, and the address to send it to. You will get better enquiries within a month, and the page will be quoted for years.

What these questions do not include

They do not include your factory photographs, your founding year or your vision. A sourcing buyer does not filter on those.

They also do not include a claim of capability you cannot evidence. Publishing a tolerance you hit occasionally is how a relationship ends at the first inspection report.

And they do not include naming your customers unless you have written permission. Describe the industry, the volume band and the part type instead. In contract manufacturing, a supplier who leaks a customer relationship loses the next one.

What to publish first

• One page per process, with size envelope, materials, tolerance band and minimum order.
• The capability page, with every number and every certificate scope, dated.
• The price structure page: what drives cost and how volume breaks work.
• The tooling page: cost basis, lead time, ownership and end of life.
• The how to specify a part page described above.
• A supplier qualification page, including what to ask you and what to inspect.
• An inspection and documentation page, naming the reports you can supply.

Write for the engineer and the buyer separately where their questions differ. They ask different things and a single page usually serves neither.

Common questions

Which page will bring the best enquiries?

The process pages, because a buyer searching with a process, a material and a tolerance is already sourcing. The how to specify a part page brings the most citations, because it answers the category question rather than a company question.

Should we write about our machines by name?

Name the type, the size and the number of them, which is what a buyer needs to judge capacity and envelope. The brand matters less than the working size and the control type, except in sectors where a buyer's own customer specifies equipment, in which case name it exactly.

Our buyers are all in one industry. Should we write for them only?

Write for them first and name the industry on every page, because an industry specific page is far more quotable than a general one. Add a second industry only when you have real work in it, not before.

Do sourcing marketplaces help or compete with us?

They help you be found and they do not help you be chosen. Keep the listing accurate and complete, including process, material and minimum order, then let your own pages carry the technical detail no listing has space for.

How do we build our own question list?

Take the last forty requests for quotation, including the ones you declined, and write down what the buyer asked in their words. Add every question asked during your last supplier audit. Then ask those questions of two assistants without naming your company, and note which directories and platforms are cited. Do this once a quarter, because your capability changes and so does who else has published.

What to do first

Publish the process page for the work you most want more of, with the minimum order quantity stated. Then write the how to specify a part page. The first matches the query, the second earns the citation.